A curated collection of papers and resources on unifying LLMs and knowledge graphs, with a focus on KG-enhanced LLMs, LLM-augmented KGs, and synergistic approaches. Includes multiple surveys and foundational works; latest activity noted in README is 2025-05-02 last push.
Collecting history — the radar snapshots this repo daily. The trend line appears after 3 days of data (1 so far).
What it is
A repository that aggregates papers and resources about unifying large language models (LLMs) and knowledge graphs (KGs), presenting a roadmap and categorized surveys across three general frameworks: KG-enhanced LLMs, LLM-augmented KGs, and synergized LLMs + KGs.
How it works
The repo organizes content into sections such as News, Overview, Table of Contents, Related Surveys, and topic-specific subsections (KG-enhanced LLMs, LLM-augmented KGs, LLM-augmented KG-to-Text Generation, etc.). It lists representative papers and provides direct references to papers, with some links to code or datasets when available. The README includes a structured bibliography of papers and a narrative overview.
Getting started
No installation or runtime instructions are provided in the truncated README. The repository appears to be a static collection; users can browse to navigate topics and paper references. The README contains citation formatting for a key article:
@article{llm_kg,
title={Unifying Large Language Models and Knowledge Graphs: A Roadmap},
author={Pan, Shirui and Luo, Linhao and Wang, Yufei and Chen, Chen and Wang, Jiapu and Wu, Xindong},
journal={IEEE Transactions on Knowledge and Data Engineering (TKDE)},
year={2024}
}
Recent releases
RELEASES (latest 0):
- none
Traction
stars: 2613 forks: 178 open_issues: 6
Behind the repo
Not provided in the truncated README. No explicit linked startup or company is mentioned beyond project authors.
Caveats
license: none listed. The README header shows a MIT license badge, but the top metadata indicates license: none listed. Creation date: 2023-06-07. Last push: 2025-05-02. Language: -.